{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [],
   "source": [
    "import pandas as pd\n",
    "import matplotlib\n",
    "import matplotlib.pyplot as plt\n",
    "import numpy as np"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>飞行常客里程数</th>\n",
       "      <th>玩游戏所占时间比</th>\n",
       "      <th>每周消费冰淇淋公升数</th>\n",
       "      <th>标签</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>40920</td>\n",
       "      <td>8.326976</td>\n",
       "      <td>0.953952</td>\n",
       "      <td>largeDoses</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>14488</td>\n",
       "      <td>7.153469</td>\n",
       "      <td>1.673904</td>\n",
       "      <td>smallDoses</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>26052</td>\n",
       "      <td>1.441871</td>\n",
       "      <td>0.805124</td>\n",
       "      <td>didntLike</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>75136</td>\n",
       "      <td>13.147394</td>\n",
       "      <td>0.428964</td>\n",
       "      <td>didntLike</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>38344</td>\n",
       "      <td>1.669788</td>\n",
       "      <td>0.134296</td>\n",
       "      <td>didntLike</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>...</th>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>995</th>\n",
       "      <td>11145</td>\n",
       "      <td>3.410627</td>\n",
       "      <td>0.631838</td>\n",
       "      <td>smallDoses</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>996</th>\n",
       "      <td>68846</td>\n",
       "      <td>9.974715</td>\n",
       "      <td>0.669787</td>\n",
       "      <td>didntLike</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>997</th>\n",
       "      <td>26575</td>\n",
       "      <td>10.650102</td>\n",
       "      <td>0.866627</td>\n",
       "      <td>largeDoses</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>998</th>\n",
       "      <td>48111</td>\n",
       "      <td>9.134528</td>\n",
       "      <td>0.728045</td>\n",
       "      <td>largeDoses</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>999</th>\n",
       "      <td>43757</td>\n",
       "      <td>7.882601</td>\n",
       "      <td>1.332446</td>\n",
       "      <td>largeDoses</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>1000 rows × 4 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "     飞行常客里程数   玩游戏所占时间比  每周消费冰淇淋公升数          标签\n",
       "0      40920   8.326976    0.953952  largeDoses\n",
       "1      14488   7.153469    1.673904  smallDoses\n",
       "2      26052   1.441871    0.805124   didntLike\n",
       "3      75136  13.147394    0.428964   didntLike\n",
       "4      38344   1.669788    0.134296   didntLike\n",
       "..       ...        ...         ...         ...\n",
       "995    11145   3.410627    0.631838  smallDoses\n",
       "996    68846   9.974715    0.669787   didntLike\n",
       "997    26575  10.650102    0.866627  largeDoses\n",
       "998    48111   9.134528    0.728045  largeDoses\n",
       "999    43757   7.882601    1.332446  largeDoses\n",
       "\n",
       "[1000 rows x 4 columns]"
      ]
     },
     "execution_count": 2,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df=pd.read_table('datingTestSet.txt',header=None)\n",
    "df.columns=['飞行常客里程数','玩游戏所占时间比','每周消费冰淇淋公升数','标签']\n",
    "df"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "1000"
      ]
     },
     "execution_count": 3,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "Colors=[]\n",
    "#提取标签列\n",
    "for l in df.iloc[:,-1]:\n",
    "    if (l == 'didntLike'):\n",
    "        Colors.append('green')\n",
    "    elif (l == 'smallDoses'):\n",
    "        Colors.append('red')\n",
    "    elif (l == 'largeDoses'):\n",
    "        Colors.append('blue')\n",
    "    else:\n",
    "        print(l)\n",
    "    \n",
    "len(Colors)\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<Figure size 864x576 with 0 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.rcParams['font.sans-serif']=['SimHei']\n",
    "pl=plt.figure(figsize=(12,8))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "#绘制散点图1\n",
    "fig1=pl.add_subplot(221)\n",
    "plt.scatter(df.iloc[:,1],df.iloc[:,2],c=Colors,marker='.')\n",
    "plt.xlabel('玩游戏所占时间比')\n",
    "plt.ylabel('每周消费冰淇淋公升数')\n",
    "plt.show()\n",
    "\n",
    "#绘制散点图2\n",
    "fig2=pl.add_subplot(222)\n",
    "plt.scatter(df.iloc[:,0],df.iloc[:,2],c=Colors,marker='.')\n",
    "plt.xlabel('飞行常客里程数')\n",
    "plt.ylabel('玩游戏所占时间比')\n",
    "plt.show()\n",
    "\n",
    "#绘制散点图3\n",
    "fig3=pl.add_subplot(223)\n",
    "plt.scatter(df.iloc[:,0],df.iloc[:,1],c=Colors,marker='.')\n",
    "plt.xlabel('飞行常客里程数')\n",
    "plt.ylabel('玩游戏所占时间比')\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {},
   "outputs": [],
   "source": [
    "def Norm(df):\n",
    "    ds=df.iloc[:,:-1]\n",
    "    max=ds.max()\n",
    "    min=ds.min()\n",
    "\n",
    "    return (ds-min) / (max-min)\n",
    "df.iloc[:,:-1]=Norm(df)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {},
   "outputs": [],
   "source": [
    "def splitdf(df,ratio=.9):\n",
    "    m_df=df.shape[0]\n",
    "    m_train=int(m_df*ratio)\n",
    "    #m_text=int(m_df*(1-0.9))\n",
    "    test=df.iloc[m_train:df.shape[0]]\n",
    "    test.index=range(0,m_df-m_train)\n",
    "    return df.iloc[:m_train],test"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>飞行常客里程数</th>\n",
       "      <th>玩游戏所占时间比</th>\n",
       "      <th>每周消费冰淇淋公升数</th>\n",
       "      <th>标签</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>0.513766</td>\n",
       "      <td>0.170320</td>\n",
       "      <td>0.262181</td>\n",
       "      <td>didntLike</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>0.089599</td>\n",
       "      <td>0.154426</td>\n",
       "      <td>0.785277</td>\n",
       "      <td>smallDoses</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>0.611167</td>\n",
       "      <td>0.172689</td>\n",
       "      <td>0.915245</td>\n",
       "      <td>didntLike</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>0.012578</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.195477</td>\n",
       "      <td>smallDoses</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>0.110241</td>\n",
       "      <td>0.187926</td>\n",
       "      <td>0.287082</td>\n",
       "      <td>smallDoses</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>...</th>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>95</th>\n",
       "      <td>0.122106</td>\n",
       "      <td>0.163037</td>\n",
       "      <td>0.372224</td>\n",
       "      <td>smallDoses</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>96</th>\n",
       "      <td>0.754287</td>\n",
       "      <td>0.476818</td>\n",
       "      <td>0.394621</td>\n",
       "      <td>didntLike</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>97</th>\n",
       "      <td>0.291159</td>\n",
       "      <td>0.509103</td>\n",
       "      <td>0.510795</td>\n",
       "      <td>largeDoses</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>98</th>\n",
       "      <td>0.527111</td>\n",
       "      <td>0.436655</td>\n",
       "      <td>0.429005</td>\n",
       "      <td>largeDoses</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>99</th>\n",
       "      <td>0.479408</td>\n",
       "      <td>0.376809</td>\n",
       "      <td>0.785718</td>\n",
       "      <td>largeDoses</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>100 rows × 4 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "     飞行常客里程数  玩游戏所占时间比  每周消费冰淇淋公升数          标签\n",
       "0   0.513766  0.170320    0.262181   didntLike\n",
       "1   0.089599  0.154426    0.785277  smallDoses\n",
       "2   0.611167  0.172689    0.915245   didntLike\n",
       "3   0.012578  0.000000    0.195477  smallDoses\n",
       "4   0.110241  0.187926    0.287082  smallDoses\n",
       "..       ...       ...         ...         ...\n",
       "95  0.122106  0.163037    0.372224  smallDoses\n",
       "96  0.754287  0.476818    0.394621   didntLike\n",
       "97  0.291159  0.509103    0.510795  largeDoses\n",
       "98  0.527111  0.436655    0.429005  largeDoses\n",
       "99  0.479408  0.376809    0.785718  largeDoses\n",
       "\n",
       "[100 rows x 4 columns]"
      ]
     },
     "execution_count": 8,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "train,test=splitdf(df)\n",
    "test"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {},
   "outputs": [],
   "source": [
    "def knn(inX,df,k):\n",
    "    dist=(((df.iloc[:,0:-1]-inX)**2).sum(1))**0.5\n",
    "    dist_l=pd.DataFrame({\n",
    "    'dist':dist,\n",
    "    'label':df.iloc[:,-1]\n",
    "    })\n",
    "    dist_k =dist_l.sort_values('dist').iloc[:k]\n",
    "    label =(dist_k.value_counts('label')).index[0]\n",
    "    return label"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "'largeDoses'"
      ]
     },
     "execution_count": 10,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "knn([0.527111,0.509103,0.372224],df,3)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "C:\\Users\\Administrator\\AppData\\Local\\Temp\\ipykernel_6120\\1688812111.py:7: SettingWithCopyWarning: \n",
      "A value is trying to be set on a copy of a slice from a DataFrame.\n",
      "Try using .loc[row_indexer,col_indexer] = value instead\n",
      "\n",
      "See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy\n",
      "  test['perdict']=predict\n"
     ]
    },
    {
     "data": {
      "text/plain": [
       "0.94"
      ]
     },
     "execution_count": 11,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "def datingText(train,test,k):\n",
    "    predict=[]\n",
    "    for _, row in test.iterrows():\n",
    "        pred=knn(row[:-1],train,k)\n",
    "        predict.append(pred)\n",
    "    #把predict添加到test中\n",
    "    test['perdict']=predict\n",
    "    #预测值和真实了label对比\n",
    "    acc=(test.iloc[:,-2]==test.iloc[:,-1]).mean()\n",
    "    return acc\n",
    "datingText(train,test,3)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "metadata": {},
   "outputs": [],
   "source": [
    "m_test=test.shape[0]\n",
    "\n",
    "def datingTest():\n",
    "    predict=[]\n",
    "    for row in test:\n",
    "        new_data=row[:-1]\n",
    "        pred=classify0(new_data,df,3)\n",
    "        predict.append(pred)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "metadata": {},
   "outputs": [],
   "source": [
    "def getDF(path='datingTestSet.txt'): \n",
    "    df = pd.read_table('datingTestSet.txt', header=None)\n",
    "    df.columns = [\n",
    "       '年飞行常客里程数',\n",
    "       '玩游戏所占时间百分比',\n",
    "       '每周消费冰淇淋公升数',\n",
    "       'label'\n",
    "    ]\n",
    "\n",
    "    df.iloc[:,:-1] = Norm(df)\n",
    "    return df\n",
    "text2 = getDF('datingTextSet1.txt')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "metadata": {},
   "outputs": [],
   "source": [
    "def getNF(path):\n",
    "    df = pd.read_table(path, header=None)\n",
    "\n",
    "    df.iloc[:,:-1] = Norm(df)\n",
    "    return df  "
   ]
  }
 ],
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